[INSERT DATASET NAME] Report

[INSERT DATASET DESCRIPTION]

Table of Contents

---

• Overview

  • Quick Info

  • Data Types

  • Data Preview

  • Missing Values

  • Rows With Missing Value

  • Constant Occurrence

  • Duplicate Rows

• Univariate Analysis

• Bivariate analysis

  • Correlation Plot

  • Pairplot

  • Contingency table

• Multivariate analysis

  • Principal Component Analysis

  • Parallel coordinates

  • Parallel categories

Overview

---

Quick Info

Rows	569
Columns	32
Missing cells	0 (0.00 %)
Zeros	0 (0.00 %)
Duplicate rows	0 (0.00 %)

Data Types

Column Name	Inferred Data Type
ID	unique
DIAGNOSIS	categorical
RADIUS1	unique
TEXTURE1	numeric
PERIMETER1	numeric
AREA1	numeric
SMOOTHNESS1	numeric
COMPACTNESS1	numeric
CONCAVITY1	numeric
CONCAVE_POINTS1	numeric
SYMMETRY1	numeric
FRACTAL_DIMENSION1	numeric
RADIUS2	numeric
TEXTURE2	numeric
PERIMETER2	numeric
AREA2	numeric
SMOOTHNESS2	numeric
COMPACTNESS2	numeric
CONCAVITY2	numeric
CONCAVE_POINTS2	numeric
SYMMETRY2	numeric
FRACTAL_DIMENSION2	numeric
RADIUS3	numeric
TEXTURE3	numeric
PERIMETER3	numeric
AREA3	numeric
SMOOTHNESS3	numeric
COMPACTNESS3	numeric
CONCAVITY3	numeric
CONCAVE_POINTS3	numeric
SYMMETRY3	numeric
FRACTAL_DIMENSION3	numeric

Data Preview

First rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
0	1	M	17.468843696497075	20.935767	102.705346	803.050293	0.095644	0.110316	0.130841	0.079513	...	18.857704	34.050192	145.335380	1140.389853	0.130180	0.146870	0.312506	0.051193	0.190251	0.072888
1	2	M	13.180949146123174	15.704659	78.647614	618.794298	0.094053	0.078048	0.140546	0.069390	...	18.561703	31.801173	159.037591	307.719708	0.153750	0.158813	0.415260	0.135295	0.346074	0.076236
2	3	B	10.793361733733573	13.547980	130.962270	1513.596004	0.082788	0.128794	0.110694	0.092494	...	17.628290	26.951802	84.454787	377.106919	0.116430	0.161798	-0.066029	0.129115	0.234398	0.116406
3	4	M	16.339661313587403	26.095101	86.509558	1051.721570	0.094979	0.183650	0.092588	0.068876	...	18.811313	28.978058	146.351453	834.733363	0.116443	0.178972	0.458509	0.069029	0.268094	0.089023
4	5	B	13.66463808379408	23.882770	44.124946	365.373537	0.095382	0.018038	-0.042788	0.069754	...	29.587085	42.374835	98.602599	342.988111	0.124752	0.004435	0.539556	0.049066	0.376473	0.085752

5 rows × 32 columns

Last rows

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
564	565	B	15.83124357449493	24.262825	57.379772	912.137069	0.102291	0.093609	0.135473	0.028163	...	15.047911	27.485440	58.026161	631.941304	0.159210	0.139953	0.571698	0.086961	0.396145	0.068456
565	566	M	16.315370014110677	17.186955	89.117526	856.768140	0.071787	0.065947	0.071129	0.016710	...	19.036420	16.013973	147.798359	444.112074	0.129733	0.477248	-0.022390	0.195397	0.311748	0.075748
566	567	B	11.3151206224153	13.430785	121.560251	177.582387	0.081159	0.000649	0.058835	0.072422	...	16.282101	21.480773	135.879554	1595.981063	0.079938	0.332036	0.604687	0.091690	0.311904	0.093775
567	568	M	14.643965683074148	18.903333	117.085491	659.073700	0.074895	0.111578	-0.015030	0.068743	...	13.958670	32.841570	63.376868	1695.582541	0.110867	0.167730	0.306473	0.110603	0.308248	0.049664
568	569	M	11.43050982986012	10.204873	106.862229	344.109867	0.090065	0.087905	0.126731	0.085906	...	13.028730	20.213253	88.915734	1447.398128	0.126119	0.525196	0.049179	0.116877	0.255086	0.136378

5 rows × 32 columns

Sample

	ID	DIAGNOSIS	RADIUS1	TEXTURE1	PERIMETER1	AREA1	SMOOTHNESS1	COMPACTNESS1	CONCAVITY1	CONCAVE_POINTS1	...	RADIUS3	TEXTURE3	PERIMETER3	AREA3	SMOOTHNESS3	COMPACTNESS3	CONCAVITY3	CONCAVE_POINTS3	SYMMETRY3	FRACTAL_DIMENSION3
143	144	M	13.8146932232609	17.205283	76.828536	475.019639	0.075666	0.132200	0.240590	0.016056	...	18.928581	26.902518	118.604306	852.830957	0.130340	0.216698	0.164953	0.044691	0.247429	0.095684
381	382	B	7.308314189995438	10.437702	149.052996	451.501782	0.101754	0.184167	0.126638	0.037631	...	19.913370	12.422234	88.498707	703.609578	0.117589	0.200336	-0.032055	-0.069351	0.271707	0.111458
331	332	B	12.921916618994658	26.686739	69.766003	478.899164	0.102333	0.016207	0.057876	0.041696	...	21.791978	20.089511	127.470672	1284.259868	0.110566	0.318805	0.263419	0.080863	0.298563	0.069039
565	566	M	16.315370014110677	17.186955	89.117526	856.768140	0.071787	0.065947	0.071129	0.016710	...	19.036420	16.013973	147.798359	444.112074	0.129733	0.477248	-0.022390	0.195397	0.311748	0.075748
278	279	B	19.237148067365155	24.889584	73.766779	696.725862	0.081671	0.137575	0.148660	-0.004629	...	21.990994	29.675728	150.813578	980.961772	0.149935	0.285887	0.225843	0.135597	0.396016	0.096409

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name	0 Count	0 %
ID	0	0.000
DIAGNOSIS	0	0.000
SYMMETRY3	0	0.000
CONCAVE_POINTS3	0	0.000
CONCAVITY3	0	0.000
COMPACTNESS3	0	0.000
SMOOTHNESS3	0	0.000
AREA3	0	0.000
PERIMETER3	0	0.000
TEXTURE3	0	0.000
RADIUS3	0	0.000
FRACTAL_DIMENSION2	0	0.000
SYMMETRY2	0	0.000
CONCAVE_POINTS2	0	0.000
CONCAVITY2	0	0.000
COMPACTNESS2	0	0.000
SMOOTHNESS2	0	0.000
AREA2	0	0.000
PERIMETER2	0	0.000
TEXTURE2	0	0.000
RADIUS2	0	0.000
FRACTAL_DIMENSION1	0	0.000
SYMMETRY1	0	0.000
CONCAVE_POINTS1	0	0.000
CONCAVITY1	0	0.000
COMPACTNESS1	0	0.000
SMOOTHNESS1	0	0.000
AREA1	0	0.000
PERIMETER1	0	0.000
TEXTURE1	0	0.000
RADIUS1	0	0.000
FRACTAL_DIMENSION3	0	0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis

---

ID - unique

Each value in the column is unique.

---

DIAGNOSIS - categorical

Most frequent values

B	354 (62.21 %)
M	215 (37.79 %)
Other values count	0 (0.00 %)
Null	0 (0.00 %)

---

RADIUS1 - unique

Each value in the column is unique.

---

TEXTURE1 - numeric

Descriptive Statistics Number of unique values 569 Sum 10 972.02 Mean 19.28 Mode 5.98 Standard deviation 4.48 Mean absolute deviation 3.58 Median absolute deviation 3.00 Coefficient of variation 0.23 Kurtosis -0.03 Skewness 0.02

Quantile Statistics Minimum 5.98 Maximum 34.00 Q1 16.17 Median 19.27 Q3 22.13 Range 28.02 IQR 5.96

---

PERIMETER1 - numeric

Descriptive Statistics Number of unique values 569 Sum 51 974.43 Mean 91.34 Mode 29.15 Standard deviation 23.85 Mean absolute deviation 19.35 Median absolute deviation 16.36 Coefficient of variation 0.26 Kurtosis -0.35 Skewness 0.07

Quantile Statistics Minimum 29.15 Maximum 155.58 Q1 74.49 Median 92.41 Q3 107.58 Range 126.43 IQR 33.09

---

AREA1 - numeric

Descriptive Statistics Number of unique values 569 Sum 372 827.59 Mean 655.23 Mode -498.52 Standard deviation 359.64 Mean absolute deviation 285.02 Median absolute deviation 238.21 Coefficient of variation 0.55 Kurtosis 0.07 Skewness 0.01

Quantile Statistics Minimum -498.52 Maximum 1 750.55 Q1 420.27 Median 665.40 Q3 896.87 Range 2 249.07 IQR 476.60

---

SMOOTHNESS1 - numeric

Descriptive Statistics Number of unique values 569 Sum 54.26 Mean 0.10 Mode 0.06 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.14 Kurtosis 0.20 Skewness 0.11

Quantile Statistics Minimum 0.06 Maximum 0.14 Q1 0.09 Median 0.09 Q3 0.10 Range 0.08 IQR 0.02

---

COMPACTNESS1 - numeric

Descriptive Statistics Number of unique values 569 Sum 59.26 Mean 0.10 Mode -0.06 Standard deviation 0.05 Mean absolute deviation 0.04 Median absolute deviation 0.03 Coefficient of variation 0.50 Kurtosis 0.22 Skewness 0.07

Quantile Statistics Minimum -0.06 Maximum 0.28 Q1 0.07 Median 0.10 Q3 0.13 Range 0.34 IQR 0.06

---

CONCAVITY1 - numeric

Descriptive Statistics Number of unique values 569 Sum 49.72 Mean 0.09 Mode -0.21 Standard deviation 0.08 Mean absolute deviation 0.06 Median absolute deviation 0.05 Coefficient of variation 0.93 Kurtosis 0.18 Skewness -0.25

Quantile Statistics Minimum -0.21 Maximum 0.33 Q1 0.04 Median 0.09 Q3 0.14 Range 0.54 IQR 0.11

---

CONCAVE_POINTS1 - numeric

Descriptive Statistics Number of unique values 569 Sum 27.13 Mean 0.05 Mode -0.05 Standard deviation 0.04 Mean absolute deviation 0.03 Median absolute deviation 0.03 Coefficient of variation 0.80 Kurtosis -0.40 Skewness 0.06

Quantile Statistics Minimum -0.05 Maximum 0.16 Q1 0.02 Median 0.05 Q3 0.07 Range 0.21 IQR 0.05

---

SYMMETRY1 - numeric

Descriptive Statistics Number of unique values 569 Sum 103.53 Mean 0.18 Mode 0.11 Standard deviation 0.03 Mean absolute deviation 0.02 Median absolute deviation 0.02 Coefficient of variation 0.14 Kurtosis -0.01 Skewness 0.01

Quantile Statistics Minimum 0.11 Maximum 0.26 Q1 0.16 Median 0.18 Q3 0.20 Range 0.15 IQR 0.03

---

FRACTAL_DIMENSION1 - numeric

Descriptive Statistics Number of unique values 569 Sum 35.86 Mean 0.06 Mode 0.04 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.00 Coefficient of variation 0.11 Kurtosis -0.24 Skewness -0.01

Quantile Statistics Minimum 0.04 Maximum 0.08 Q1 0.06 Median 0.06 Q3 0.07 Range 0.04 IQR 0.01

---

RADIUS2 - numeric

Descriptive Statistics Number of unique values 569 Sum 230.10 Mean 0.40 Mode -0.51 Standard deviation 0.27 Mean absolute deviation 0.22 Median absolute deviation 0.18 Coefficient of variation 0.66 Kurtosis -0.06 Skewness 0.01

Quantile Statistics Minimum -0.51 Maximum 1.28 Q1 0.23 Median 0.40 Q3 0.59 Range 1.79 IQR 0.36

---

TEXTURE2 - numeric

Descriptive Statistics Number of unique values 569 Sum 693.79 Mean 1.22 Mode -0.48 Standard deviation 0.56 Mean absolute deviation 0.44 Median absolute deviation 0.35 Coefficient of variation 0.46 Kurtosis 0.08 Skewness 0.17

Quantile Statistics Minimum -0.48 Maximum 3.02 Q1 0.85 Median 1.20 Q3 1.55 Range 3.51 IQR 0.70

---

PERIMETER2 - numeric

Descriptive Statistics Number of unique values 569 Sum 1 760.00 Mean 3.09 Mode -3.29 Standard deviation 1.93 Mean absolute deviation 1.53 Median absolute deviation 1.27 Coefficient of variation 0.62 Kurtosis -0.02 Skewness -0.02

Quantile Statistics Minimum -3.29 Maximum 8.66 Q1 1.85 Median 3.10 Q3 4.41 Range 11.95 IQR 2.56

---

AREA2 - numeric

Descriptive Statistics Number of unique values 569 Sum 21 476.17 Mean 37.74 Mode -81.76 Standard deviation 45.88 Mean absolute deviation 36.65 Median absolute deviation 30.49 Coefficient of variation 1.22 Kurtosis -0.19 Skewness 0.13

Quantile Statistics Minimum -81.76 Maximum 181.47 Q1 7.84 Median 38.74 Q3 68.23 Range 263.23 IQR 60.39

---

SMOOTHNESS2 - numeric

Descriptive Statistics Number of unique values 569 Sum 4.03 Mean 0.01 Mode -0.01 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.43 Kurtosis 0.14 Skewness -0.04

Quantile Statistics Minimum -0.01 Maximum 0.02 Q1 0.00 Median 0.01 Q3 0.01 Range 0.02 IQR 0.00

---

COMPACTNESS2 - numeric

Descriptive Statistics Number of unique values 569 Sum 15.07 Mean 0.03 Mode -0.03 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.68 Kurtosis 0.17 Skewness -0.14

Quantile Statistics Minimum -0.03 Maximum 0.09 Q1 0.02 Median 0.03 Q3 0.04 Range 0.12 IQR 0.02

---

CONCAVITY2 - numeric

Descriptive Statistics Number of unique values 569 Sum 18.39 Mean 0.03 Mode -0.05 Standard deviation 0.03 Mean absolute deviation 0.03 Median absolute deviation 0.02 Coefficient of variation 0.98 Kurtosis -0.09 Skewness -0.11

Quantile Statistics Minimum -0.05 Maximum 0.13 Q1 0.01 Median 0.03 Q3 0.05 Range 0.18 IQR 0.04

---

CONCAVE_POINTS2 - numeric

Descriptive Statistics Number of unique values 569 Sum 6.43 Mean 0.01 Mode -0.01 Standard deviation 0.01 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.53 Kurtosis -0.37 Skewness -0.07

Quantile Statistics Minimum -0.01 Maximum 0.03 Q1 0.01 Median 0.01 Q3 0.02 Range 0.04 IQR 0.01

---

SYMMETRY2 - numeric

Descriptive Statistics Number of unique values 569 Sum 11.81 Mean 0.02 Mode -0.00 Standard deviation 0.01 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.41 Kurtosis -0.15 Skewness 0.03

Quantile Statistics Minimum -0.00 Maximum 0.05 Q1 0.02 Median 0.02 Q3 0.03 Range 0.05 IQR 0.01

---

FRACTAL_DIMENSION2 - numeric

Descriptive Statistics Number of unique values 569 Sum 2.13 Mean 0.00 Mode -0.01 Standard deviation 0.00 Mean absolute deviation 0.00 Median absolute deviation 0.00 Coefficient of variation 0.69 Kurtosis 0.46 Skewness -0.09

Quantile Statistics Minimum -0.01 Maximum 0.01 Q1 0.00 Median 0.00 Q3 0.01 Range 0.02 IQR 0.00

---

RADIUS3 - numeric

Descriptive Statistics Number of unique values 569 Sum 9 240.04 Mean 16.24 Mode -1.64 Standard deviation 4.91 Mean absolute deviation 3.99 Median absolute deviation 3.49 Coefficient of variation 0.30 Kurtosis -0.17 Skewness -0.17

Quantile Statistics Minimum -1.64 Maximum 29.59 Q1 12.75 Median 16.43 Q3 19.71 Range 31.23 IQR 6.96

---

TEXTURE3 - numeric

Descriptive Statistics Number of unique values 569 Sum 14 794.12 Mean 26.00 Mode 8.17 Standard deviation 5.89 Mean absolute deviation 4.81 Median absolute deviation 4.39 Coefficient of variation 0.23 Kurtosis -0.37 Skewness 0.01

Quantile Statistics Minimum 8.17 Maximum 42.37 Q1 21.62 Median 26.14 Q3 30.41 Range 34.20 IQR 8.78

---

PERIMETER3 - numeric

Descriptive Statistics Number of unique values 569 Sum 60 054.87 Mean 105.54 Mode -15.98 Standard deviation 32.64 Mean absolute deviation 26.55 Median absolute deviation 23.57 Coefficient of variation 0.31 Kurtosis -0.19 Skewness -0.14

Quantile Statistics Minimum -15.98 Maximum 191.37 Q1 81.37 Median 106.66 Q3 128.73 Range 207.36 IQR 47.36

---

AREA3 - numeric

Descriptive Statistics Number of unique values 569 Sum 510 128.09 Mean 896.53 Mode -1 195.14 Standard deviation 562.28 Mean absolute deviation 452.78 Median absolute deviation 402.41 Coefficient of variation 0.63 Kurtosis 0.03 Skewness -0.08

Quantile Statistics Minimum -1 195.14 Maximum 2 714.64 Q1 506.34 Median 897.00 Q3 1 304.25 Range 3 909.78 IQR 797.91

---

SMOOTHNESS3 - numeric

Descriptive Statistics Number of unique values 569 Sum 75.41 Mean 0.13 Mode 0.07 Standard deviation 0.02 Mean absolute deviation 0.02 Median absolute deviation 0.02 Coefficient of variation 0.17 Kurtosis -0.12 Skewness 0.02

Quantile Statistics Minimum 0.07 Maximum 0.20 Q1 0.12 Median 0.13 Q3 0.15 Range 0.13 IQR 0.03

---

COMPACTNESS3 - numeric

Descriptive Statistics Number of unique values 569 Sum 144.89 Mean 0.25 Mode -0.22 Standard deviation 0.17 Mean absolute deviation 0.13 Median absolute deviation 0.11 Coefficient of variation 0.65 Kurtosis -0.07 Skewness -0.09

Quantile Statistics Minimum -0.22 Maximum 0.75 Q1 0.15 Median 0.26 Q3 0.37 Range 0.98 IQR 0.21

---

CONCAVITY3 - numeric

Descriptive Statistics Number of unique values 569 Sum 153.01 Mean 0.27 Mode -0.35 Standard deviation 0.21 Mean absolute deviation 0.17 Median absolute deviation 0.15 Coefficient of variation 0.79 Kurtosis -0.18 Skewness 0.03

Quantile Statistics Minimum -0.35 Maximum 0.89 Q1 0.13 Median 0.27 Q3 0.42 Range 1.24 IQR 0.29

---

CONCAVE_POINTS3 - numeric

Descriptive Statistics Number of unique values 569 Sum 66.00 Mean 0.12 Mode -0.08 Standard deviation 0.06 Mean absolute deviation 0.05 Median absolute deviation 0.04 Coefficient of variation 0.56 Kurtosis -0.02 Skewness 0.08

Quantile Statistics Minimum -0.08 Maximum 0.32 Q1 0.07 Median 0.11 Q3 0.16 Range 0.40 IQR 0.09

---

SYMMETRY3 - numeric

Descriptive Statistics Number of unique values 569 Sum 165.83 Mean 0.29 Mode 0.11 Standard deviation 0.06 Mean absolute deviation 0.05 Median absolute deviation 0.04 Coefficient of variation 0.22 Kurtosis 0.12 Skewness -0.00

Quantile Statistics Minimum 0.11 Maximum 0.50 Q1 0.25 Median 0.29 Q3 0.33 Range 0.39 IQR 0.08

---

FRACTAL_DIMENSION3 - numeric

Descriptive Statistics Number of unique values 569 Sum 47.99 Mean 0.08 Mode 0.03 Standard deviation 0.02 Mean absolute deviation 0.01 Median absolute deviation 0.01 Coefficient of variation 0.21 Kurtosis 0.41 Skewness 0.09

Quantile Statistics Minimum 0.03 Maximum 0.15 Q1 0.07 Median 0.08 Q3 0.10 Range 0.12 IQR 0.02

---

Bivariate analysis

---

Correlation Plot

Pearson Correlation

Spearman Correlation

Kendall Correlation

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

Contingency table

Multivariate analysis

---

Principal Component Analysis

First vs second principal component

Explained variance ratio: 9.66%

Explained variance ratio

Parallel coordinates

Parallel categories